Psychiatric Futility and Palliative Care for a Patient With Clozapine-resistant Schizophrenia
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Recognizing futility is a challenging aspect of clinical medicine, particularly in psychiatry. We present a case of a man who suffered from clozapine-resistant schizophrenia. His illness was characterized by prominent religious delusions and severe self-starvation. Neither the intensity of his symptoms nor his quality of life improved with available psychiatric interventions, and he experienced significant iatrogenic harms from enforced treatments. Recognizing clinical futility, in collaboration with a diverse multidisciplinary team, and making a clear shift to a patient-centered palliative approach allowed the patient's treatment team to prioritize his autonomy and subjective meaning in his final months. Such approaches are understudied in psychiatry and warrant greater attention.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it